This paper analyses over 20 years of LDC reports to the United Nations Framework Convention on Climate Change to understand their current capacity constraints and needs for greenhouse gas inventory reporting, which becomes mandatory under the ETF. It provides recommendations to build in-country capacity, change reporting dynamics and help LDCs shift from a ‘fly-in, fly-out’ consultant model to a nationally-owned institutionalized process.